| Number of Variables | 8 |
|---|---|
| Number of Rows | 1.0001e+07 |
| Missing Cells | 52158 |
| Missing Cells (%) | 0.1% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 1.1 GB |
| Average Row Size in Memory | 119.2 B |
| Variable Types |
|
| SK_DPD and SK_DPD_DEF have similar distributions | Similar Distribution |
|---|---|
| CNT_INSTALMENT is skewed | Skewed |
| CNT_INSTALMENT_FUTURE is skewed | Skewed |
| SK_DPD is skewed | Skewed |
| SK_DPD_DEF is skewed | Skewed |
| MONTHS_BALANCE has 10001358 (100.0%) negatives | Negatives |
| CNT_INSTALMENT_FUTURE has 1185960 (11.86%) zeros | Zeros |
| SK_DPD has 9706131 (97.05%) zeros | Zeros |
| SK_DPD_DEF has 9887389 (98.86%) zeros | Zeros |
numerical
| Approximate Distinct Count | 936325 |
|---|---|
| Approximate Unique (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160021728 |
| Mean | 1.9032e+06 |
| Minimum | 1000001 |
| Maximum | 2843499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1000001 |
|---|---|
| 5-th Percentile | 1.0845e+06 |
| Q1 | 1.4355e+06 |
| Median | 1.899e+06 |
| Q3 | 2.3698e+06 |
| 95-th Percentile | 2.7514e+06 |
| Maximum | 2843499 |
| Range | 1843498 |
| IQR | 934350.5 |
| Mean | 1.9032e+06 |
|---|---|
| Standard Deviation | 535846.5307 |
| Variance | 2.8713e+11 |
| Sum | 1.9035e+13 |
| Skewness | 0.04423 |
| Kurtosis | -1.2162 |
| Coefficient of Variation | 0.2815 |
numerical
| Approximate Distinct Count | 337252 |
|---|---|
| Approximate Unique (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160021728 |
| Mean | 278403.8633 |
| Minimum | 100001 |
| Maximum | 456255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 100001 |
|---|---|
| 5-th Percentile | 118179 |
| Q1 | 189809 |
| Median | 279032 |
| Q3 | 367713 |
| 95-th Percentile | 438676.95 |
| Maximum | 456255 |
| Range | 356254 |
| IQR | 177904 |
| Mean | 278403.8633 |
|---|---|
| Standard Deviation | 102763.7451 |
| Variance | 1.056e+10 |
| Sum | 2.7844e+12 |
| Skewness | -0.003128 |
| Kurtosis | -1.1968 |
| Coefficient of Variation | 0.3691 |
numerical
| Approximate Distinct Count | 96 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160021728 |
| Mean | -35.0126 |
| Minimum | -96 |
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 10001358 |
| Negatives (%) | 100.0% |
| Minimum | -96 |
|---|---|
| 5-th Percentile | -85 |
| Q1 | -53 |
| Median | -27 |
| Q3 | -13 |
| 95-th Percentile | -4 |
| Maximum | -1 |
| Range | 95 |
| IQR | 40 |
| Mean | -35.0126 |
|---|---|
| Standard Deviation | 26.0666 |
| Variance | 679.4661 |
| Sum | -3.5017e+08 |
| Skewness | -0.6728 |
| Kurtosis | -0.7107 |
| Coefficient of Variation | -0.7445 |
numerical
| Approximate Distinct Count | 73 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 26071 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 159604592 |
| Mean | 17.0897 |
| Minimum | 1 |
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 6 |
| Q1 | 10 |
| Median | 12 |
| Q3 | 24 |
| 95-th Percentile | 48 |
| Maximum | 92 |
| Range | 91 |
| IQR | 14 |
| Mean | 17.0897 |
|---|---|
| Standard Deviation | 11.9951 |
| Variance | 143.8814 |
| Sum | 1.7047e+08 |
| Skewness | 1.6017 |
| Kurtosis | 2.4469 |
| Coefficient of Variation | 0.7019 |
numerical
| Approximate Distinct Count | 79 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 26087 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 159604336 |
| Mean | 10.4838 |
| Minimum | 0 |
| Maximum | 85 |
| Zeros | 1185960 |
| Zeros (%) | 11.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 3 |
| Median | 7 |
| Q3 | 14 |
| 95-th Percentile | 35 |
| Maximum | 85 |
| Range | 85 |
| IQR | 11 |
| Mean | 10.4838 |
|---|---|
| Standard Deviation | 11.1091 |
| Variance | 123.4112 |
| Sum | 1.0458e+08 |
| Skewness | 1.8467 |
| Kurtosis | 3.7133 |
| Coefficient of Variation | 1.0596 |
categorical
| Approximate Distinct Count | 9 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 712427928 |
| Mean | 6.2331 |
|---|---|
| Standard Deviation | 0.8631 |
| Median | 6 |
| Minimum | 3 |
| Maximum | 21 |
| 1st row | Active |
|---|---|
| 2nd row | Active |
| 3rd row | Active |
| 4th row | Active |
| 5th row | Active |
| Count | 62322639 |
|---|---|
| Lowercase Letter | 52321277 |
| Space Separator | 17019 |
| Uppercase Letter | 10001362 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 3400 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160021728 |
| Mean | 11.6069 |
| Minimum | 0 |
| Maximum | 4231 |
| Zeros | 9706131 |
| Zeros (%) | 97.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 0 |
| Maximum | 4231 |
| Range | 4231 |
| IQR | 0 |
| Mean | 11.6069 |
|---|---|
| Standard Deviation | 132.714 |
| Variance | 17613.0173 |
| Sum | 1.1609e+08 |
| Skewness | 14.8991 |
| Kurtosis | 255.3221 |
| Coefficient of Variation | 11.434 |
numerical
| Approximate Distinct Count | 2307 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 160021728 |
| Mean | 0.6545 |
| Minimum | 0 |
| Maximum | 3595 |
| Zeros | 9887389 |
| Zeros (%) | 98.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th Percentile | 0 |
| Maximum | 3595 |
| Range | 3595 |
| IQR | 0 |
| Mean | 0.6545 |
|---|---|
| Standard Deviation | 32.7625 |
| Variance | 1073.3808 |
| Sum | 6.5456e+06 |
| Skewness | 66.3399 |
| Kurtosis | 4836.5469 |
| Coefficient of Variation | 50.0597 |